I ship AI
products people actually use.
AI Product Manager. 6+ years turning models into product, and product into outcomes. Currently leading Workhuman iQ.

Built & shipped with
- Workhuman
- Laya Healthcare
- AMCS Group
- BYJU'S
- Abtran
- Photonomi
- EGlobetech
- Dublin City University
- NUI Galway
02 — Selected Work
Things I've shipped that moved a number.
- 01 · Workhuman2025
Turning peer recognition into workforce intelligence
An enterprise AI platform that reads millions of recognition signals and surfaces who to grow, who to retain, and where culture is moving.
5AI surfaces shippedEnd-to-endResponsible-AI - 02 · Laya Healthcare2024
From 14-day claims to same-day reimbursement
Computer vision + OCR pipeline embedded in the member app that reads a claim, scores it, and routes it in under 60 seconds.
In-appChannelOCR + CVPipeline - 03 · AMCS Group2023–2024
Conversational ERP that real operators use
A GenAI interface on top of an enterprise ERP that lets dispatchers and operators ask in plain English what used to take three reports and a phone call.
30d → 3sProcess re-engineeredWinner '22 & '23Innovation Award
06 — Experience
The resume version, for the skim-readers.
- Mar 2025 — Present
AI/ML Product Manager — Workhuman
Own product strategy, roadmap, and delivery for Workhuman iQ — an enterprise AI platform delivering actionable workforce insights. Led launches of Skills Intelligence, AI Assistant, Inclusion Advisor, Retention Graph, and the Future Leader Model, with responsible AI practices embedded end-to-end.
LLMsResponsible AIWorkforce AnalyticsPredictive ML - 2024
AI Product Manager · Contract — Laya Healthcare
Led development of an AI-powered claims processing solution using OCR and computer vision. Members upload claim documents via the mobile app; key fields are extracted automatically, cutting manual effort and turnaround time on insurance claims.
Computer VisionOCRMobile - Feb 2024 — Jun 2024
Gen-AI Product Owner — AMCS Group
Limerick, Ireland
Spearheaded integration of GenAI features across AMCS' SaaS suite. Partnered with engineering and UX to define the AI roadmap, refine user stories, and prioritize on business impact. Shipped a GenAI conversational interface over product documentation that improved user self-service.
GenAIRoadmapScrum - Jan 2023 — Feb 2024
Product Owner — AMCS Group
Limerick, Ireland
Owned backlog, sprint planning, and delivery in an Agile SaaS environment. Shipped a GenAI feature for retrieving, computing, and presenting complex ERP data through an intuitive chat interface. Winner, Global Innovation Conference 2023.
AgileSaaSERP - Jan 2022 — Jan 2023
Business & Data Analyst — AMCS Group
Limerick, Ireland
Identified actionable data points and automated extraction to generate business-critical insights. Re-engineered one process from ~30 days to 3–5 seconds with higher accuracy. Recognised with the Most Insightful Innovation Award, Global Innovation Conference 2022.
AutomationAnalytics - Jun 2021 — Dec 2021
Income Assessment Analyst — Abtran
Sligo, Ireland
Extracted data from multiple sources and ran financial/revenue analysis on applications for Ireland's National Childcare Subsidy, applying the compliance rules of the National Childcare Scheme end-to-end.
Data AnalysisCompliancePublic Sector - Feb 2020 — Jul 2020
Business Strategy Intern — Photonomi Global Group
Mayo, Ireland
Evaluated business and project goals and drafted strategy recommendations grounded in People Analytics — surfacing organisational bottlenecks and growth levers for the leadership team.
StrategyPeople Analytics - May 2018 — Aug 2019
Business Operations Analyst — BYJU'S (Think & Learn Pvt. Ltd)
India
Built a data-driven sales operations system inside an Agile environment at one of the world's largest ed-tech SaaS platforms — driving measurable lifts in customer satisfaction, retention, and re-subscription.
Sales OpsAgileSaaS - Dec 2016 — Nov 2017
Founder & Team Lead — Capsule Project
Founded and led an R&D start-up in sustainable renewable surface energy harvesting, spun out of the award-winning 2013 invention "Electricity from Traffic" — Google Science Fair top-90 and Scientific American Science in Action top-15.
FounderCleanTechR&D - May 2017 — Jun 2017
R&D Intern — EGlobetech India
Built data-driven solutions for bionic limb products. Optimised EMG signal recognition for different limb movements using machine learning in R and Python — the first ML model I shipped.
Machine LearningEMGRPython
07 — Background
Education & awards.
Education
MSc Computer Science, Artificial Intelligence
Dublin City University
2022 — 2024
MSc Strategy, Innovation & People Management (CIPD)
NUI Galway · J.E. Cairnes School of Business
2019 — 2020
B.Tech, Information Technology
KIIT University
2014 — 2018
Awards
- ◆Most Insightful Innovation Award — Global Innovation Conference 2022 & 2023
- ◆Top 90 finalist, Google Science Fair 2013 — "Electricity from Traffic"
- ◆Top 15, Science in Action Award — Scientific American (GSF 2013)
- ◆2nd Prize, Eagle Nest National Competition (NHRD × Schneider) — "CAPSULE"
05 — Contact
So — what are you building?
One line is enough. I read everything that arrives. Open to advisory, 0→1 AI products, and conversations about responsible AI in enterprise.